{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Converting an Image to Grayscale\n",
    "\n",
    "In this exploration, you'll practice using Matplotlib and NumPy to convert a full-color image to grayscale by manipulating color channels.  You'll make use of the [Luminosity method](https://www.johndcook.com/blog/2009/08/24/algorithms-convert-color-grayscale/) to end up with a brighter, sharper image at the end."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.image as mpimg\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "(1299, 1920, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[[ 93, 130,  52],\n",
       "        [ 89, 126,  48],\n",
       "        [ 90, 127,  49],\n",
       "        ...,\n",
       "        [154, 170, 131],\n",
       "        [154, 170, 131],\n",
       "        [153, 169, 130]],\n",
       "\n",
       "       [[ 91, 128,  50],\n",
       "        [ 90, 127,  49],\n",
       "        [ 92, 129,  51],\n",
       "        ...,\n",
       "        [156, 172, 133],\n",
       "        [156, 172, 133],\n",
       "        [156, 172, 133]],\n",
       "\n",
       "       [[ 94, 131,  51],\n",
       "        [ 89, 126,  46],\n",
       "        [ 87, 124,  44],\n",
       "        ...,\n",
       "        [156, 172, 133],\n",
       "        [157, 173, 134],\n",
       "        [158, 174, 135]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[140, 176, 130],\n",
       "        [141, 174, 131],\n",
       "        [140, 173, 130],\n",
       "        ...,\n",
       "        [115, 152, 111],\n",
       "        [124, 163, 119],\n",
       "        [131, 170, 126]],\n",
       "\n",
       "       [[138, 174, 128],\n",
       "        [139, 172, 129],\n",
       "        [138, 171, 128],\n",
       "        ...,\n",
       "        [113, 150, 109],\n",
       "        [123, 162, 118],\n",
       "        [131, 170, 126]],\n",
       "\n",
       "       [[136, 172, 126],\n",
       "        [137, 170, 127],\n",
       "        [136, 169, 126],\n",
       "        ...,\n",
       "        [112, 149, 108],\n",
       "        [124, 163, 119],\n",
       "        [133, 172, 128]]], dtype=uint8)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = mpimg.imread(\"kitty.jpg\")\n",
    "print(type(img))\n",
    "print(img.shape)\n",
    "img"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Testing Out the Pixels by Dropping Red and Green\n",
    "\n",
    "The original image is read-only, so you can't manipulate it directly.  You'll need to create a copy before you drop the red and green channels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "output = img.copy()\n",
    "output[:, :, :2] = 0\n",
    "mpimg.imsave(\"blue.jpg\", output)\n",
    "plt.imshow(output)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A Naive Grayscale: Averaging\n",
    "\n",
    "A grayscale image is nothing more than an image where each pixel's red, green, and blue values are equal.  The magnitude of this value ends up being this pixel's brightness.\n",
    "\n",
    "However, the way you calculate this brightness is important to how the overall image comes out.  Blue \"looks\" darker than red and green \"looks\" brighter, so you have to account for that.  Here's what happens if you do it the naive way and just take the average.\n",
    "\n",
    "(You'll output the image with only a single channel and use a `cmap` to help Matplotlib figure out how to interpolate the color.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "averages = img.mean(axis=2)\n",
    "mpimg.imsave(\"bad-gray.jpg\", averages, cmap=\"gray\")\n",
    "plt.imshow(averages, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A Better Grayscale: the Luminosity Method\n",
    "\n",
    "The Luminosity method (linked above) performs a *weighted* average, punching up the red and pulling back on the green a little bit to account for how humans perceive color.  Matrix dot products are a quick way to perform this weighted addition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "weights = np.array([0.3, 0.59, 0.11])\n",
    "grayscale = img @ weights\n",
    "mpimg.imsave(\"good-gray.jpg\", grayscale, cmap=\"gray\")\n",
    "plt.imshow(grayscale, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See how the second image is brighter and edges are sharper?  Overall, it feels a little less \"muddy.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
